{"id":"W6981188042","doi":"","title":"DIVA 2005 : developpement, integration et evaluation des technologies de formation et d'apprentissage : actes du 4e colloque annuel, Ecole polytechnique de Montreal, 17 et 18 mai 2005","year":2005,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diva; Context (archaeology); Field (mathematics); Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01489057,0.00197142,0.001045312,0.004214183,0.004539358,0.008478205,0.003050267,0.002782723,0.01321053],"category_scores_gemma":[0.01331165,0.001032922,0.0007304716,0.003552133,0.002575483,0.002211241,0.004352306,0.002025054,0.003604605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02975047,"about_ca_system_score_gemma":0.05822869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.711503,"about_ca_topic_score_gemma":0.7840309,"domain_scores_codex":[0.9909254,0.001984425,0.0002335659,0.0006055706,0.004983818,0.001267235],"domain_scores_gemma":[0.98194,0.002749199,0.0008213907,0.0009915378,0.009489418,0.004008519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007028895,0.0009913994,0.01984724,0.0006974202,0.0001029517,0.000327338,0.006300072,0.005826083,0.005229699,0.01220763,0.6395493,0.3082181],"study_design_scores_gemma":[0.000241957,0.0005610235,0.07116692,0.000299166,0.00004757584,0.0001121396,0.003389407,0.003844659,0.008318127,0.002106726,0.9097991,0.0001132563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2276525,0.0303047,0.08115467,0.07912482,0.007895553,0.01226834,0.09270502,0.006458174,0.4624362],"genre_scores_gemma":[0.2410288,0.008412576,0.05716681,0.002335646,0.0005957425,0.004300917,0.02946861,0.001251104,0.6554397],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.711503,"threshold_uncertainty_score":0.5803919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887813236996371,"score_gpt":0.3047604295380288,"score_spread":0.2758822971680651,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}